{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import jieba #中文分词\n",
    "from nltk import FreqDist #词频统计\n",
    "from pyecharts.charts import WordCloud,Pie,Page #词云\n",
    "from pyecharts.globals import ThemeType\n",
    "from pyecharts import options as opts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\hcc\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.469 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
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       "        \"confine\": false,\n",
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       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
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       "            \"text\": \"\\u6821\\u56ed\\u9738\\u51cc\\u76f8\\u5173\\u4e8b\\u4ef6\",\n",
       "            \"target\": \"blank\",\n",
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       "};\n",
       "                chart_f1c82d062f5a46669073dc3077c66de6.setOption(option_f1c82d062f5a46669073dc3077c66de6);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2c879897670>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(\"C:/Users/hcc/Python高级应用/数据表/校园霸凌相关事件.xlsx\")\n",
    "df_new = df.drop_duplicates()\n",
    "data_str=str(df_new['校园霸凌相关事件'].values)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "# 去除停用词\n",
    "with open(\"C:/Users/hcc/Python高级应用/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "data_freq = FreqDist(new_data)\n",
    "data_pair = data_freq.most_common()\n",
    "things = (\n",
    "    WordCloud(init_opts=opts.InitOpts(width=\"700px\",height=\"400px\",theme=ThemeType.LIGHT))\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"star\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='校园霸凌相关事件',\n",
    "                                  pos_left='center',\n",
    "                                  title_textstyle_opts=opts.TextStyleOpts(font_size=15)\n",
    "                                 )\n",
    "    )\n",
    ")\n",
    "things.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
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       "            \"left\": \"center\",\n",
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       "                chart_d46fce4483d8424b968f666df792a5b8.setOption(option_d46fce4483d8424b968f666df792a5b8);\n",
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     },
     "execution_count": 3,
     "metadata": {},
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   "source": [
    "df = pd.read_excel(\"C:/Users/hcc/Python高级应用/数据表/校园霸凌相关政策.xlsx\")\n",
    "df_new = df.drop_duplicates()\n",
    "data_str=str(df_new['校园霸凌相关政策'].values)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "with open(\"C:/Users/hcc/Python高级应用/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "data_freq = FreqDist(new_data)\n",
    "data_pair = data_freq.most_common()\n",
    "zc = (\n",
    "    WordCloud(init_opts=opts.InitOpts(width=\"700px\",height=\"400px\",theme=ThemeType.LIGHT))\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"circle\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='校园霸凌相关政策',\n",
    "                                  pos_left='center',\n",
    "                                  title_textstyle_opts=opts.TextStyleOpts(font_size=15)\n",
    "                                 )\n",
    "    )\n",
    ")\n",
    "zc.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 4,
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   "source": [
    "df = pd.read_excel(\"C:/Users/hcc/Python高级应用/数据表/校园霸凌介绍.xlsx\")\n",
    "df_new = df.drop_duplicates()\n",
    "data_str=str(df_new['校园霸凌介绍'].values)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "with open(\"C:/Users/hcc/Python高级应用/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "data_freq = FreqDist(new_data)\n",
    "data_pair = data_freq.most_common()\n",
    "introduction = (\n",
    "    WordCloud(init_opts=opts.InitOpts(width=\"700px\",height=\"400px\",theme=ThemeType.LIGHT))\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"circle\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='校园霸凌介绍',\n",
    "                                  pos_left='center',\n",
    "                                  title_textstyle_opts=opts.TextStyleOpts(font_size=15)\n",
    "                                 )\n",
    "    )\n",
    ")\n",
    "introduction.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 5,
     "metadata": {},
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   "source": [
    "df = pd.read_excel(\"C:/Users/hcc/Python高级应用/数据表/校园霸凌相关名词.xlsx\")\n",
    "df_new = df.drop_duplicates()\n",
    "data_str=str(df_new['校园霸凌相关名词'].values)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "data_jieba=jieba.lcut(data_str)\n",
    "with open(\"C:/Users/hcc/Python高级应用/停用词表.txt\",\"r\",encoding=\"utf-8\") as f:\n",
    "    stop_words=f.read()\n",
    "new_data = []\n",
    "for word in data_jieba:\n",
    "    if word not in stop_words:\n",
    "        new_data.append(word)\n",
    "data_freq = FreqDist(new_data)\n",
    "data_pair = data_freq.most_common()\n",
    "wc = (\n",
    "    WordCloud(init_opts=opts.InitOpts(width=\"700px\",height=\"400px\",theme=ThemeType.LIGHT))\n",
    "    .add(series_name=\"\",data_pair=data_pair,shape=\"triangle\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='校园霸凌相关名词',\n",
    "                                  pos_left='center',\n",
    "                                  title_textstyle_opts=opts.TextStyleOpts(font_size=15)\n",
    "                                 )\n",
    "    )\n",
    ")\n",
    "wc.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"314f6ad6783f42fab453b51067b8cb56\" style=\"width:1470px; height:80px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_314f6ad6783f42fab453b51067b8cb56 = echarts.init(\n",
       "                    document.getElementById('314f6ad6783f42fab453b51067b8cb56'), 'light', {renderer: 'canvas'});\n",
       "                var option_314f6ad6783f42fab453b51067b8cb56 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"series\": [],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u6821\\u56ed\\u9738\\u51cc\\u8bcd\\u4e91\\u56fe\\u5206\\u6790\\u5927\\u5c4f\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"10%\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 35\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_314f6ad6783f42fab453b51067b8cb56.setOption(option_314f6ad6783f42fab453b51067b8cb56);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2c87dcdadc0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_pos = (\n",
    "    Pie(init_opts=opts.InitOpts(width=\"1470px\",height=\"80px\",theme=ThemeType.LIGHT))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title='校园霸凌词云图分析大屏',\n",
    "            pos_top=\"10%\",\n",
    "            pos_left='center',\n",
    "            title_textstyle_opts=opts.TextStyleOpts(font_size=35)\n",
    "        )\n",
    "    )\n",
    ")\n",
    "title_pos.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\hcc\\\\Python高级应用\\\\pyecharts\\\\校园霸凌词云图分析1.html'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = (\n",
    "    Page(layout=Page.DraggablePageLayout)\n",
    "    .add(title_pos,things,zc,wc,introduction)\n",
    ")\n",
    "page.render('校园霸凌词云图分析1.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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class=\"chart-container\" style=\"position: absolute; width: 1469.666666px; height: 79.666666px; top: 19px; left: -50px;\"></div>\\n    <script>\\n        var chart_314f6ad6783f42fab453b51067b8cb56 = echarts.init(\\n            document.getElementById(\\'314f6ad6783f42fab453b51067b8cb56\\'), \\'light\\', {renderer: \\'canvas\\'});\\n        var option_314f6ad6783f42fab453b51067b8cb56 = {\\n    \"animation\": true,\\n    \"animationThreshold\": 2000,\\n    \"animationDuration\": 1000,\\n    \"animationEasing\": \"cubicOut\",\\n    \"animationDelay\": 0,\\n    \"animationDurationUpdate\": 300,\\n    \"animationEasingUpdate\": \"cubicOut\",\\n    \"animationDelayUpdate\": 0,\\n    \"aria\": {\\n        \"enabled\": false\\n    },\\n    \"series\": [],\\n    \"legend\": [\\n        {\\n            \"data\": [],\\n            \"selected\": {},\\n            \"show\": true,\\n            \"padding\": 5,\\n            \"itemGap\": 10,\\n            \"itemWidth\": 25,\\n            \"itemHeight\": 14,\\n            \"backgroundColor\": \"transparent\",\\n            \"borderColor\": \"#ccc\",\\n            \"borderRadius\": 0,\\n            \"pageButtonItemGap\": 5,\\n            \"pageButtonPosition\": \"end\",\\n            \"pageFormatter\": \"{current}/{total}\",\\n            \"pageIconColor\": \"#2f4554\",\\n            \"pageIconInactiveColor\": \"#aaa\",\\n            \"pageIconSize\": 15,\\n            \"animationDurationUpdate\": 800,\\n            \"selector\": false,\\n            \"selectorPosition\": \"auto\",\\n            \"selectorItemGap\": 7,\\n            \"selectorButtonGap\": 10\\n        }\\n    ],\\n    \"tooltip\": {\\n        \"show\": true,\\n        \"trigger\": \"item\",\\n        \"triggerOn\": \"mousemove|click\",\\n        \"axisPointer\": {\\n            \"type\": \"line\"\\n        },\\n        \"showContent\": true,\\n        \"alwaysShowContent\": false,\\n        \"showDelay\": 0,\\n        \"hideDelay\": 100,\\n        \"enterable\": false,\\n        \"confine\": false,\\n        \"appendToBody\": false,\\n        \"transitionDuration\": 0.4,\\n        \"textStyle\": {\\n            \"fontSize\": 14\\n        },\\n        \"borderWidth\": 0,\\n        \"padding\": 5,\\n        \"order\": \"seriesAsc\"\\n    },\\n    \"title\": [\\n        {\\n            \"show\": true,\\n            \"text\": \"\\\\u6821\\\\u56ed\\\\u9738\\\\u51cc\\\\u8bcd\\\\u4e91\\\\u56fe\\\\u5206\\\\u6790\\\\u5927\\\\u5c4f\",\\n            \"target\": \"blank\",\\n            \"subtarget\": \"blank\",\\n            \"left\": \"center\",\\n            \"top\": \"10%\",\\n            \"padding\": 5,\\n            \"itemGap\": 10,\\n            \"textAlign\": \"auto\",\\n            \"textVerticalAlign\": \"auto\",\\n            \"triggerEvent\": false,\\n            \"textStyle\": {\\n                \"fontSize\": 35\\n            }\\n        }\\n    ]\\n};\\n        chart_314f6ad6783f42fab453b51067b8cb56.setOption(option_314f6ad6783f42fab453b51067b8cb56);\\n    </script>\\n<br/>                <div id=\"f1c82d062f5a46669073dc3077c66de6\" class=\"chart-container\" style=\"position: absolute; width: 699.666666px; height: 399.666666px; top: 100px; left: -2px;\"></div>\\n    <script>\\n        var chart_f1c82d062f5a46669073dc3077c66de6 = echarts.init(\\n            document.getElementById(\\'f1c82d062f5a46669073dc3077c66de6\\'), \\'light\\', {renderer: \\'canvas\\'});\\n        var option_f1c82d062f5a46669073dc3077c66de6 = {\\n    \"animation\": true,\\n    \"animationThreshold\": 2000,\\n    \"animationDuration\": 1000,\\n    \"animationEasing\": \"cubicOut\",\\n    \"animationDelay\": 0,\\n    \"animationDurationUpdate\": 300,\\n    \"animationEasingUpdate\": \"cubicOut\",\\n    \"animationDelayUpdate\": 0,\\n    \"aria\": {\\n        \"enabled\": false\\n    },\\n    \"series\": [\\n        {\\n            \"type\": \"wordCloud\",\\n            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